AI Agent

The Buy-or-Build Decision, Revisited: How Agentic AI Changes the Economics of Enterprise Software

重新审视买或建决策：代理AI如何改变企业软件的经济学

David Klotz

专题命中 软件智能体 ：agentic(title,abstract)

AI总结 本文通过结合交易成本经济学和资源基础观，重新评估AI对买或建决策的影响，揭示AI如何重塑七个核心决策因素，并提出企业应用的分类及治理结构变化。

GCP: Guarded Collaborative Perception with Spatial-Temporal Aware Malicious Agent Detection

GCP: 带空间-时间感知恶意代理检测的防护协作感知

Yihang Tao, Senkang Hu, Yue Hu, Haonan An, Hangcheng Cao, Yuguang Fang

机构 * Department of Computer Science, City University of Hong Kong（香港城市大学计算机科学系） ； Department of Robotics, University of Michigan（密歇根大学机器人系） 纠错

专题命中 软件智能体 ：agent(title,abstract)

AI总结 本文提出GCP框架，通过空间-时间感知恶意代理检测提升协作感知安全性，采用置信度加权空间一致性损失和联合空间-时间Benjamini-Hochberg检验，有效应对恶意代理攻击，实验显示在BAC攻击下AP@0.5提升34.69%。

Comments Accepted by IEEE TDSC

ZitPit: Consumer-Side Admission Control for Agentic Software Intake

ZitPit：面向代理软件摄入的消费者侧准入控制

Jepson Taylor, Chris Brousseau, Jordan Hildebrandt, Kelli Quinn

专题命中 软件智能体 ：agentic(title,abstract)

AI总结 ZitPit通过严格边界控制，确保首次见到的外部工件成为持久政策事件，统一了工件准入、仓库开放状态、能力范围执行和持久政策记录，提升代理工作流的安全性。

Comments 6 pages, 2 figures

FermiLink: A Unified Agent Framework for Multidomain Autonomous Scientific Simulations

FermiLink：一个多领域自主科学模拟的统一代理框架

Gang Meng, Andres Felipe Bocanegra Vargas, Xinwei Ji, Federico Garcia-Gaitan, Felipe Reyes-Osorio, Jalil Varela-Manjarres, Yafei Ren, Mohammadhasan Dinpajooh, Branislav K. Nikolić, Tao E. Li

专题命中 软件智能体 ：agent(title,abstract)

AI总结 FermiLink通过分离知识库与模拟工作流，实现多领域科学模拟的统一框架，能高效复现74%的科学图表并生成高质量研究成果。

Comments Simulation data available at https://www.taoeli.org/publications; source code available at Github https://github.com/TaoELi/FermiLink

Forecasting and predicting stochastic agent-based model data with biologically-informed neural networks

利用生物启发式神经网络进行随机基于代理模型数据的预测与预测

John T. Nardini

专题命中 软件智能体 ：agent(title,abstract)

AI总结 利用生物启发式神经网络引导的偏微分方程预测随机基于代理模型数据，提高参数空间探索效率。

Test-Driven Agentic Framework for Reliable Robot Controller

基于测试驱动的代理框架用于可靠机器人控制器

Shivanshu Tripathi, Reza Akbarian Bafghi, Maziar Raissi

机构 * Department of Electrical and Computer Engineering（电气与计算机工程系） ； University of California, Riverside（加州大学河滨分校） ； Department of Mathematics（数学系） ； Department of Computer Science（计算机科学系） ； University of Colorado, Boulder（科罗拉多大学波德分校） 纠错

专题命中 软件智能体 ：agentic(title,abstract)

AI总结 本文提出一种基于测试驱动的代理框架，用于生成可靠的机器人导航控制器，通过迭代优化提升控制器的可靠性和鲁棒性。

Imitation Game: Reproducing Deep Learning Bugs Leveraging an Intelligent Agent

模仿游戏：利用智能代理重现深度学习bug

Mehil B Shah, Mohammad Masudur Rahman, Foutse Khomh

机构 * Dalhousie University（达尔豪斯大学） 纠错

专题命中 软件智能体 ：agent(title)；分类 cs.AI、cs.LG、cs.SE

AI总结 RepGen通过智能代理和生成-验证-改进机制，提高了深度学习bug的重现率和效率。

Comments Accepted by the 48th IEEE/ACM International Conference on Software Engineering (ICSE 2026)

Going from a Representative Agent to Counterfactuals in Combinatorial Choice

从代表性代理人到反事实的组合选择

Yanqiu Ruan, Karthyek Murthy, Karthik Natarajan

专题命中 软件智能体 ：agent(title,abstract)

AI总结 本文提出了一种基于代表性代理人模型的非参数反事实推断方法，通过线性规划和混合整数凸规划解决数据一致性问题，并在合成数据上验证了其预测精度和鲁棒性。

Comments 34 pages, 6 figures

Visual Insights into Agentic Optimization of Pervasive Stream Processing Services

面向普及流处理服务的代理优化可视化

Boris Sedlak, Víctor Casamayor Pujol, Schahram Dustdar

专题命中 软件智能体 ：agentic(title)；agent(abstract)

AI总结 本研究提出了一种面向普及流处理服务的自动扩展平台，通过代理优化服务执行，提升资源利用率和系统性能。

Agentic Knowledge Distillation: Autonomous Training of Small Language Models for SMS Threat Detection

代理知识蒸馏：自主训练小型语言模型用于短信威胁检测

Adel ElZemity, Joshua Sylvester, Budi Arief, Rogério De Lemos

专题命中 软件智能体 ：agentic(title,abstract)

AI总结 本研究提出代理知识蒸馏方法，通过自主训练小型语言模型实现高效的短信威胁检测，实验显示教师LLM的选择对性能影响显著。

When Rules Fall Short: Agent-Driven Discovery of Emerging Content Issues in Short Video Platforms

当规则不足时：基于智能体的短视频平台新兴内容问题发现

Chenghui Yu, Hongwei Wang, Junwen Chen, Zixuan Wang, Bingfeng Deng, Zhuolin Hao, Hongyu Xiong, Yang Song

机构 * TikTok Inc.（TikTok公司） 纠错

专题命中 软件智能体 ：agent(title,abstract)

AI总结 本文提出基于多模态大语言模型智能体的自动问题发现方法，有效提升短视频平台新兴内容问题的发现与治理效率。

PerTouch: VLM-Driven Agent for Personalized and Semantic Image Retouching

PerTouch：基于VLM的个性化和语义图像润色代理

Zewei Chang, Zheng-Peng Duan, Jianxing Zhang, Chun-Le Guo, Siyu Liu, Hyungju Chun, Hyunhee Park, Zikun Liu, Chongyi Li

专题命中 软件智能体 ：agent(title,abstract)

AI总结 PerTouch通过VLM驱动代理实现个性化和语义图像润色，结合语义替换与参数扰动机制，提升用户意图匹配与长期偏好捕捉能力。

Comments To appear at AAAI 2026

Navigating Quantum Missteps in Agent-Based Modeling: A Schelling Model Case Study

在基于代理的建模中导航量子失误：一个谢灵模型案例研究

C. Nico Barati, Arie Croitoru, Ross Gore, Michael Jarret, William Kennedy, Andrew Maciejunes, Maxim A. Malikov, Samuel S. Mendelson

专题命中 软件智能体 ：agent(title,abstract)

AI总结 本文通过谢灵模型案例研究，指出传统ABM与量子优化框架的不兼容性，提出通过重新概念化研究问题以获得更高效的经典解决方案，并强调量子代理建模应关注结构可能性而非强制经典方法。

Agentic Reinforcement Learning for Real-World Code Repair

Siyu Zhu, Anastasiya Karpovich, Albert Chen, Jessica Koscheka, Shailesh Jannu, Di Wen, Yuqing Zhu, Rohit Jain, Alborz Geramifard

机构 * LinkedIn 纠错

专题命中 软件智能体 ：agentic(title)；分类 cs.AI、cs.CL、cs.LG

Code Agent can be an End-to-end System Hacker: Benchmarking Real-world Threats of Computer-use Agent

Weidi Luo, Qiming Zhang, Tianyu Lu, Xiaogeng Liu, Bin Hu, Hung-Chun Chiu, Siyuan Ma, Yizhe Zhang, Xusheng Xiao, Yinzhi Cao, Zhen Xiang, Chaowei Xiao

专题命中 软件智能体 ：agent(title,abstract)

What Contributes to Affective Polarization in Networked Online Environments? Evidence from an Agent-Based Model

Narayani Vedam, Subhayan Mukerjee, Prasanta Bhattacharya

专题命中 软件智能体 ：agent(title,abstract)

OneKE: A Dockerized Schema-Guided LLM Agent-based Knowledge Extraction System

Yujie Luo, Xiangyuan Ru, Kangwei Liu, Lin Yuan, Mengshu Sun, Ningyu Zhang, Lei Liang, Zhiqiang Zhang, Jun Zhou, Lanning Wei, Da Zheng, Haofen Wang, Huajun Chen

专题命中 软件智能体 ：agent(title)；分类 cs.AI、cs.CL、cs.LG

Comments WWW 2025 Demonstration

Integrating Agent-Based and Compartmental Models for Infectious Disease Modeling: A Novel Hybrid Approach

Inan Bostanci, Tim Conrad

专题命中 软件智能体 ：agent(title,abstract)

Comments This is the revised and published version. We have fixed minor issues, improved clarity, added context on prior research, and expanded the discussion in Section 6

Journal ref Journal of Artificial Societies and Social Simulation 28(1), 2025, 5

AgentPose: Progressive Distribution Alignment via Feature Agent for Human Pose Distillation

Feng Zhang, Jinwei Liu, Xiatian Zhu, Lei Chen

专题命中 软件智能体 ：agent(title,abstract)

Comments 5 pages, 1 figures

Agentic Copyright Watermarking against Adversarial Evidence Forgery with Purification-Agnostic Curriculum Proxy Learning

Erjin Bao, Ching-Chun Chang, Hanrui Wang, Isao Echizen

专题命中 软件智能体 ：agentic(title)；AI agent(abstract)

Logic-based Knowledge Awareness for Autonomous Agents in Continuous Spaces

Arabinda Ghosh, Mahmoud Salamati, Sadegh Soudjani

专题命中 软件智能体 ：autonomous agent(title,abstract)

DeBiFormer: Vision Transformer with Deformable Agent Bi-level Routing Attention

Nguyen Huu Bao Long, Chenyu Zhang, Yuzhi Shi, Tsubasa Hirakawa, Takayoshi Yamashita, Tohgoroh Matsui, Hironobu Fujiyoshi

专题命中 软件智能体 ：agent(title,abstract)

Comments 20 pages, 7 figures. arXiv admin note: text overlap with arXiv:2303.08810 by other authors

Journal ref ACCV 2024

Agent Attention: On the Integration of Softmax and Linear Attention

Dongchen Han, Tianzhu Ye, Yizeng Han, Zhuofan Xia, Siyuan Pan, Pengfei Wan, Shiji Song, Gao Huang

专题命中 软件智能体 ：agent(title,abstract)

Comments ECCV 2024

Learnings from Implementation of a BDI Agent-based Battery-less Wireless Sensor

Ganesh Ramanathan, Andres Gomez, Simon Mayer

专题命中 软件智能体 ：agent(title,abstract)

Calibration of stochastic, agent-based neuron growth models with Approximate Bayesian Computation

Tobias Duswald, Lukas Breitwieser, Thomas Thorne, Barbara Wohlmuth, Roman Bauer

专题命中 软件智能体 ：agent(title,abstract)

Comments 32 pages, 12 Figures

Stochastic Agent-Based Models of Intimate Partner Violence

Elisa Guidi, Patrizia Meringolo, Andrea Guazzini, Franco Bagnoli

专题命中 软件智能体 ：agent(title,abstract)

Journal ref Intimate Partner Violence: A Stochastic Model. Theoretical Biology Forum 110, 124 (2017)

Agent based network modelling of COVID-19 disease dynamics and vaccination uptake in a New South Wales Country Township

Shing Hin, Yeung, Mahendra Piraveenan

专题命中 软件智能体 ：agent(title,abstract)

Comments 9 pages, 5 figures

Data Science in an Agent-Based Simulation World

Satoshi Takahashi, Atushi Yoshikawa

专题命中 软件智能体 ：agent(title,abstract)

Comments 9 pages, 10 figures

Agent-Cells with DNA Programming: A Dynamic Decentralized System

Arash Vaezi

专题命中 软件智能体 ：agent(title,abstract)

MGA: Medical generalist agent through text-guided knowledge transformation

Weijian Huang, Hao Yang, Cheng Li, Mingtong Dai, Rui Yang, Shanshan Wang

专题命中 软件智能体 ：agent(title,abstract)